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Machine learning operations (MLOps) is a practice for collaboration between AI/ML professionals and operations, to manage the ML lifecycle. The goal of MLOps is to help businesses generate value faster by building, testing, and releasing AI solutions more quickly and frequently, in a reliable environment. Amazon Web Services (AWS) has created an ecosystem of services to cover each of these stages. Amazon SageMaker is a fully managed service that allows engineers to develop ML models quickly while removing unnecessary heavy lifting.